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llama.cpp/ggml/src/ggml-opencl/fa_tune.h
T
Hongqiang WangandLi He 6f8895feec opencl: general flash attention decode performance optimizations (#25366)
* opencl: vec flash-attention decode kernels for f16/q8_0/q4_0 KV

* opencl: improve non FA KQ mv kernels

* opencl: tweaks for multiquery FA

* opencl: some tweaks for FA q1 kernels

* opencl: FA with DK=DV=512 for gemma-4

* opencl: various fixes

* opencl: cleanup

* opencl: fix FA decode crash for DK=512 (gemma-4)

The DK=512 decode-only program does not create the f32_f16 prefill
kernel, so the compiled check in ensure_fa_variant never hit and
supports_op gave inconsistent answers for the same op. block_n is also
unset for DK=512 decode; guard it to avoid an out-of-range read at
dispatch.

* opencl: run DK=512 FA decode on CPU

DK=512 decode is bandwidth-bound and faster on the CPU than the GPU,
increasingly so with depth. Decline it in supports_op; prefill stays on the GPU.

* opencl: compile MQ_GQA=8 FA kernels in a minimal program

The full program compiled with -D MQ_GQA=8 runs the Adreno compiler out
of memory at DK>=256. Only the vec_mq kernels are used from this
program, so compile it with FA_MQ_ONLY, which excludes everything else.
Also include the program name in the compile error log.

* opencl: remove stray token in flash_attn_f32_f16.cl

A stray "." broke the f32_f16 program build.

* opencl: split f16-KV FA decode finer (FD_KV_PER_SPLIT_F16)

The 2048 default under-fills the GPU on single-query f16-KV decode;
use 512 for f16 KV to get more splits. Quantized KV keeps 2048.

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-07-06 19:57:52 -07:00

93 lines
3.8 KiB
C++

#pragma once
// Flash-attention per-(dk,dv) tile tuning for the Adreno OpenCL backend.
// Isolated from ggml-opencl.cpp so the tuning numbers are easy to find and
// edit; the FA dispatch and kernel-compile logic stay in the main file.
// This header is a file section — it is #included exactly once, at the point
// in ggml-opencl.cpp where the ggml logging macros are already in scope.
// Per-(dk, dv) FA config; shared by dispatch and supports_op.
struct ggml_opencl_fa_dim {
int dk; int dv; int bm; int bn; int n_split; int nkv_split_threshold;
};
// Split variant fires when n_kv >= threshold (threshold=0 -> always split).
// Default tuning covers Adreno 7xx/8xx mobile and X1-series laptop GPUs.
static const ggml_opencl_fa_dim g_fa_dims_adreno_default[] = {
{ 40, 40, 64, 32, 1, 0}, { 64, 64, 64, 32, 2, 64},
{ 80, 80, 64, 32, 2, 64}, { 96, 96, 64, 32, 2, 64},
{112, 112, 64, 32, 2, 64}, {128, 128, 64, 32, 2, 64},
{192, 128, 16, 16, 1, 0},
{192, 192, 16, 16, 1, 0},
{256, 256, 16, 16, 16, 0},
{512, 512, 8, 16, 64, 0},
};
struct ggml_opencl_fa_dim_table {
const ggml_opencl_fa_dim * data;
size_t count;
const ggml_opencl_fa_dim * begin() const { return data; }
const ggml_opencl_fa_dim * end() const { return data + count; }
};
// Mutable copy of the active table; GGML_OPENCL_FA_TUNE patches entries here
// at backend init without touching the const source table.
static ggml_opencl_fa_dim g_fa_dims_runtime[
sizeof(g_fa_dims_adreno_default) / sizeof(g_fa_dims_adreno_default[0])];
static ggml_opencl_fa_dim_table g_opencl_fa_dims = {
g_fa_dims_adreno_default,
sizeof(g_fa_dims_adreno_default) / sizeof(g_fa_dims_adreno_default[0]),
};
// GGML_OPENCL_FA_TUNE=dk:dv:bm:bn:nsplit:thr[,…] — patches matching entries
// in the active table at backend init, before the first FA kernel compiles.
// Unmatched (dk,dv) pairs are warned and ignored.
static void ggml_opencl_fa_apply_env_overrides() {
const char * e = std::getenv("GGML_OPENCL_FA_TUNE");
if (!e || !e[0]) {
return;
}
std::string s = e;
size_t pos = 0;
while (pos < s.size()) {
size_t comma = s.find(',', pos);
std::string entry = s.substr(pos, comma == std::string::npos ? std::string::npos : comma - pos);
int dk, dv, bm, bn, nsplit, thr;
if (std::sscanf(entry.c_str(), "%d:%d:%d:%d:%d:%d", &dk, &dv, &bm, &bn, &nsplit, &thr) == 6) {
bool patched = false;
for (size_t i = 0; i < g_opencl_fa_dims.count; ++i) {
ggml_opencl_fa_dim & d = g_fa_dims_runtime[i];
if (d.dk == dk && d.dv == dv) {
d.bm = bm; d.bn = bn; d.n_split = nsplit; d.nkv_split_threshold = thr;
GGML_LOG_INFO("ggml_opencl: FA tune override DK=%d DV=%d -> bm=%d bn=%d n_split=%d thr=%d\n",
dk, dv, bm, bn, nsplit, thr);
patched = true;
break;
}
}
if (!patched) {
GGML_LOG_WARN("ggml_opencl: FA tune override DK=%d DV=%d ignored (no matching dim)\n", dk, dv);
}
} else {
GGML_LOG_WARN("ggml_opencl: FA tune override entry malformed: '%s'\n", entry.c_str());
}
if (comma == std::string::npos) break;
pos = comma + 1;
}
}
// Copy the default table into the mutable runtime buffer and apply any
// GGML_OPENCL_FA_TUNE overrides. A per-generation table can be added here
// once it has been tuned on hardware.
static void ggml_cl_init_fa_dims_table() {
const size_t count = sizeof(g_fa_dims_adreno_default) / sizeof(g_fa_dims_adreno_default[0]);
for (size_t i = 0; i < count; ++i) {
g_fa_dims_runtime[i] = g_fa_dims_adreno_default[i];
}
g_opencl_fa_dims = { g_fa_dims_runtime, count };
ggml_opencl_fa_apply_env_overrides();
}